{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"building_\", \"score\": 0.2578125, \"detail\": {\"landmarks\": []}}, {\"name\": \"building_church\", \"score\": 0.65234375, \"detail\": {\"landmarks\": []}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"Black\", \"dominantColors\": [\"Black\", \"White\"], \"accentColor\": \"8A5D41\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"outdoor\", \"road\", \"building\", \"dome\", \"old\"], \"captions\": [{\"text\": \"a person walking in front of a large building\", \"confidence\": 0.45579203963279724}]}, \"requestId\": \"739206bc-5e85-4e85-97c4-8072fa4195d1\", \"metadata\": {\"height\": 1251, \"width\": 1001, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.分析远程图像\n",
    "\n",
    "import requests\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://dilun002.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"ec2c3e5af3b84652a898e9d94c88a113\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1575556777856-a2b2d8cd7737?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=1001&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'abstract_', 'score': 0.00390625}, {'name': 'outdoor_', 'score': 0.03125, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'White', 'dominantColorBackground': 'White', 'dominantColors': ['White', 'Black'], 'accentColor': 'C03205', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['building', 'outdoor', 'transport', 'car', 'curb'], 'captions': [{'text': 'a man and woman standing next to a blue car', 'confidence': 0.3949364125728607}]}, 'requestId': 'ba4361f6-512d-4099-b020-8770ada320c1', 'metadata': {'height': 3224, 'width': 2137, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2.分析本地图片\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"/Users/apple/Downloads/barthelemy-de-mazenod-hTkVTHsFJ-U-unsplash.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"ec2c3e5af3b84652a898e9d94c88a113\",\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3.生成缩略图\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "thumbnail_url = \"https://dilun002.cognitiveservices.azure.com/\" + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1602694898357-3fe49323b809?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=975&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"ec2c3e5af3b84652a898e9d94c88a113\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-18T10:47:13Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-18T10:47:13Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0.7275,\n",
      "                \"width\": 776,\n",
      "                \"height\": 776,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            449,\n",
      "                            100,\n",
      "                            607,\n",
      "                            102,\n",
      "                            606,\n",
      "                            141,\n",
      "                            449,\n",
      "                            139\n",
      "                        ],\n",
      "                        \"text\": \"Me too\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    450,\n",
      "                                    101,\n",
      "                                    522,\n",
      "                                    102,\n",
      "                                    522,\n",
      "                                    141,\n",
      "                                    450,\n",
      "                                    140\n",
      "                                ],\n",
      "                                \"text\": \"Me\",\n",
      "                                \"confidence\": 0.988\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    530,\n",
      "                                    102,\n",
      "                                    608,\n",
      "                                    103,\n",
      "                                    606,\n",
      "                                    142,\n",
      "                                    529,\n",
      "                                    141\n",
      "                                ],\n",
      "                                \"text\": \"too\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            275,\n",
      "                            664,\n",
      "                            496,\n",
      "                            664,\n",
      "                            496,\n",
      "                            710,\n",
      "                            275,\n",
      "                            710\n",
      "                        ],\n",
      "                        \"text\": \"Film Club\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    276,\n",
      "                                    665,\n",
      "                                    363,\n",
      "                                    666,\n",
      "                                    363,\n",
      "                                    711,\n",
      "                                    275,\n",
      "                                    709\n",
      "                                ],\n",
      "                                \"text\": \"Film\",\n",
      "                                \"confidence\": 0.986\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    381,\n",
      "                                    666,\n",
      "                                    494,\n",
      "                                    665,\n",
      "                                    495,\n",
      "                                    711,\n",
      "                                    380,\n",
      "                                    711\n",
      "                                ],\n",
      "                                \"text\": \"Club\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4.提取文本（读取API）\n",
    "\n",
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://www.apple.com.cn/v/macos/big-sur-preview/b/images/overview/messages/group_photos_static__fbox06wyksuq_large_2x.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"ec2c3e5af3b84652a898e9d94c88a113\"}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5.提取文本（OCR API）\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://www.apple.com.cn/v/macos/big-sur-preview/b/images/overview/messages/group_photos_static__fbox06wyksuq_large_2x.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"ec2c3e5af3b84652a898e9d94c88a113\"}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Forbidden City', 'confidence': 0.9999575614929199}]}, 'requestId': '3f9c5c3b-d026-4e51-8076-d8177f3ebc99', 'metadata': {'height': 1514, 'width': 2689, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.使用域模型\n",
    "\n",
    "#6.1 地标\n",
    "\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "landmark_analyze_url = endpoint + \"vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1587825338028-f1d568e0dbb3?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=2689&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"ec2c3e5af3b84652a898e9d94c88a113\"}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Tim Cook', 'confidence': 0.997101366519928, 'faceRectangle': {'left': 571, 'top': 120, 'width': 142, 'height': 142}}]}, 'requestId': '9993d3cb-bf79-4e1a-98a6-fd211edae4f4', 'metadata': {'height': 1102, 'width': 1960, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6.2 名人\n",
    "\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = \"ec2c3e5af3b84652a898e9d94c88a113\"\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = \"https://dilun002.cognitiveservices.azure.com/vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://www.apple.com.cn/newsroom/images/live-action/keynote-september-2020/apple_apple-event-keynote_tim_09152020_big.jpg.large_2x.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
